In this chapter, we comprehensively introduce the recent developments on anisotropic Janus particles, including hollow structure, non-spherical, sheets/disks, rods/cylinders, ring, etc. Also, we systematically compare different methodologies and present some emerging application examples. At last, we conclude some issues and trending for next research as well.